Invisibilité des risques sanitaires et ambivalences des héritages industriels en Seine-Saint-Denis
Bibliographic record
Abstract
L’histoire industrielle de la Seine-Saint-Denis a fortement marqué son territoire. Pourtant, ses traces, matérielles et immatérielles, sont menacées par les transformations urbaines, économiques, sociales et politiques du département et avec elles la mémoire des conditions sanitaires de travail. Le présent article analyse la visibilité d’une dégradation de la santé - immédiate ou plus tardive - des travailleurs et des riverains au regard des choix d’aménagement des anciens sites industriels. Dans un contexte où la Seine-Saint-Denis est déjà porteuse de nombreuses représentations négatives, nous constaterons que le « recyclage urbain » de ces sites tend à les valoriser (ou à valoriser le devenir du terrain) contribuant à rendre invisibles les conséquences sanitaires des activités productives - passées et présentes - dans le département.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".